{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# HSV Operator Example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example demonstrates the use of HSV operator which manipulates the hue, saturation and value (brighness) aspects of the image.\n",
    "\n",
    "\n",
    "## Introduction\n",
    "### HSV Color space\n",
    "HSV represents colors by separating hue, saturation and brightness. In this color space, the hue is represented as an angle on the color circle. Saturation goes from 0 (greyscale) to 100% (fully saturated colors) and value goes from 0 (black) to 1 (full brightness). For details see:\n",
    "[Wikipedia](https://en.wikipedia.org/wiki/HSL_and_HSV).\n",
    "\n",
    "### A note on implementation\n",
    "For performance reasons, DALI doesn't use the exact definition of HSV and approximates the operations in HSV space by linear (matrix) operations on RGB colors. This greatly improves performance at the cost of modest loss of fidelity."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step-by-step guide\n",
    "1. Let's start from importing handful of utils and DALI itself."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nvidia.dali.pipeline import Pipeline\n",
    "import nvidia.dali.ops as ops            \n",
    "import nvidia.dali.types as types\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "batch_size = 10\n",
    "image_filename = \"../data/images\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Batch size is greater than one to facilitate switching between images at the end of the notebook.\n",
    "\n",
    "2. Next, let's implement the pipelines. We've presented 2 versions of a pipeline. The CPU one does all the processing (i.e. reading file, decoding it and HSV manipulation) on the CPU, while the other pipeline conducts decoding and HSV manipulation on the GPU."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class HsvCpuPipeline(Pipeline):                   \n",
    "    def __init__(self, batch_size, num_threads, device_id):\n",
    "        super(HsvCpuPipeline, self).__init__(batch_size, num_threads, device_id, seed=42)\n",
    "        self.input = ops.FileReader(device=\"cpu\", file_root=image_filename)\n",
    "        self.decode = ops.ImageDecoder(device=\"cpu\", output_type=types.RGB)\n",
    "        self.hsv = ops.Hsv(device=\"cpu\", hue=120, saturation=1, value=.4, dtype=types.UINT8)\n",
    "\n",
    "    def define_graph(self):                                                                \n",
    "        read, _ = self.input()\n",
    "        image = self.decode(read)\n",
    "        converted = self.hsv(image)\n",
    "        return image, converted\n",
    "    \n",
    "class HsvGpuPipeline(Pipeline):                   \n",
    "    def __init__(self, batch_size, num_threads, device_id):\n",
    "        super(HsvGpuPipeline, self).__init__(batch_size, num_threads, device_id, seed=42)\n",
    "        self.input = ops.FileReader(device=\"cpu\", file_root=image_filename)\n",
    "        self.decode = ops.ImageDecoder(device=\"mixed\", output_type=types.RGB)\n",
    "        self.hsv = ops.Hsv(device=\"gpu\", hue=+120, saturation=2, value=1, dtype=types.UINT8)\n",
    "\n",
    "    def define_graph(self):                                                                \n",
    "        read, _ = self.input()\n",
    "        image = self.decode(read)\n",
    "        converted = self.hsv(image.gpu())\n",
    "        return image, converted"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function below is used to actually display result of HSV manipulation in DALI. Since the pipelines we set up return 2 outputs: modified image and original image, the function aquires both of them from the output and displays them. Additional flag (`cpu`) is specified, to determine, whether the pipeline output comes from CPU or GPU. In the latter case, we have to tell the output, to return a CPU-accessible copy of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display(output, cpu = True):\n",
    "    i = 0  # Tweak that to have various images from batch\n",
    "    img1 = output[0].at(i) if cpu else output[0].as_cpu().at(i)\n",
    "    img2 = output[1].at(i) if cpu else output[1].as_cpu().at(i)\n",
    "    fig, ax = plt.subplots(1,2)\n",
    "    ax[0].imshow(img1);\n",
    "    ax[1].imshow(img2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. Now let's just build the pipelines, run them and display the results. First the GPU one:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipegpu = HsvGpuPipeline(batch_size=batch_size, num_threads=1, device_id=0)\n",
    "pipegpu.build()          \n",
    "gpu_output = pipegpu.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(gpu_output, cpu=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4. And the CPU:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipecpu = HsvCpuPipeline(batch_size=batch_size, num_threads=1, device_id=0)\n",
    "pipecpu.build()          \n",
    "cpu_output = pipecpu.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(cpu_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
